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Table 1 Characteristics of included studies

From: Performance of the ROX index in predicting high flow nasal cannula failure in COVID-19 patients: a systematic review and meta-analysis

First author

Number of centres

Study type

Country of population

Year of publication

Study time period

Mean age

Time points/time windows

Cut-off(s)

Time from HFNC initiation to intubation

Definition of HFNC success/failure

Number of HFNC failures

Number of HFNC successes

Number of included patients

Hu

Multicentre

Retrospective

China

2020

2020

64

6 h

5.55

NR

HFNC withdrawal with improved oxygenation, not requiring NIV/IMV, discharged alive

40

65

105

Bruna

Single-centre

Prospective

Chile

2022

2020

63.3

12 h

6.80, 7.30

NR

Intubation, death

16

25

41

Talpos

Single-centre

Retrospective

Belgium

2022

2020

70

0-24 h

5.63

NR

IMV

31

21

52

Duan

Multicentre

Retrospective

China

2021

2020

67.4

1 h, 2 h, 4 h, 8 h, 12 h, 24 h

5.49, 5.63, 5.94, 6.25, 7.17, 7.93

Median 41 IQR (19–152) hours

NIV, IMV

29

37

66

Chandel

Multicentre

Retrospective

USA

2021

2020

57

2 h, 6 h, 12 h, 2-12 h

3, 3.41, 3.46, 3.67, 4.57

NR

HFNC successfully weaned

108

164

272

Kim

Multicentre

Retrospective

Korea

2022

2020 to 2021

70

1 h

8.54

NR

Intubation, IMV

70

63

133

Ferrer

Single-centre

Prospective

Spain

2021

2021

64.5

1 h, 6 h, 12 h, 24 h

5.25, 5.27, 5.35, 5.41

NR

IMV, NIV, death

47

38

85

Calligaro

Multicentre

Prospective

South Africa

2020

2020

51.3

6 h

2.2, 2.7, 3.7

Median 2 IQR (0.5–5) days

Intubation, death

156

137

293

Myers

Multicentre

Retrospective

USA

2022

2020

61.4

12 h

3.85, 4.88

Median 83.5 IQR (27.8–178.9) hours

IMV

585

1262

1847

Metwaly

Single-centre

NR

NR

2021

NR

NR

24 h

5.2

NR

HFNC weaned with improved oxygenation

15

60

75

Hamou

Single-centre

Retrospective

France

2022

2020 to 2021

67

6 h

1.96

NR

Intubation

78

36

114

Vega

Multicentre

Retrospective analysis of prospectively collected data

Argentina and Italy

2022

2020

NR

2 h, 6 h, 12 h, 24 h

5.1, 5.8, 5.99, 8.36

Median 2 IQR (1–3) days

IMV, death

35

85

120

Blez

Single-centre

Prospective

France

2020

2020

NR

0.5 h

3.8

NR

IMV within 7 days of HNFC

16

14

30

Zucman

Single-centre

Retrospective

France

2020

2020

55.3

0-4 h

5.37

NR

HFNC successfully weaned

39

21

60

Takeshita

Single-centre

Retrospective

Japan

2022

2021

57.9

NR

5.55

NR

IMV

14

22

36

Burnim

Multicentre

Retrospective

USA

2021

2020

63

5-12 h

3.85

NR

IMV

266

196

462

Fernando Valencia

Single-centre

Retrospective

Columbia

2021

2020

62.5

2 h

5.6

NR

Intubation, death due to COVID-19

152

93

245

Gaspic

Single-centre

Retrospective

Croatia

2021

2020 to 2021

65.7

NR

4.12

NR

In-hospital death

42

60

102

Kucuk

Single-centre

Retrospective

Turkey

2022

2020 to 2021

66.7

1 h

3.81

NR

IMV, death

52

33

85

Panadero

Single-centre

Retrospective

Spain

2020

2020

58.9

2-6 h

4.94

Median 2 IQR (1–4) days

Intubation

21

19

40

Aparicio

Single-centre

Retrospective analysis of prospectively collected data

Spain

2020

2020

60.8

12 h

5.57

NR

Not requiring NIV, IMV, ECMO; no death; within 28 days of HFNC

6

15

21

Tzouanatou

Single-centre

Prospective

Greece

2022

2021

57

6 h

4.79

Mean 4.48 days

Sustained severe hypoxemia (PaO2/FiO2 < 100) requiring IMV and ICU admission

23

46

69

Wojcik

Single-centre

Prospective

Poland

2021

2021

60.7

0-12 h

3.85, 4.88

Survivors: Median 1 day

Non-survivors: Median 3 days

Not requiring intubation

63

50

113

Xu

Multicentre

Retrospective

China

2020

2020

63.2

0-4 h

5.31

NR

IMV within 7 days of HFNC initiation

147

177

324

  1. HFNC high flow nasal cannula [used synonymously with HFNO (high-flow nasal oxygen), HVNI (high-velocity nasal insufflation)]; IMV invasive mechanical ventilation; NIV non-invasive ventilation; ECMO extracorporeal membrane oxygenation; ICU intensive care unit; SD standard deviation; IQR interquartile range; NR not reported